Adhyayan AI: Redefining Data Intelligence Through Text-to-SQL and Agentic AI

In the era of exponential data growth, organizations are struggling to bridge the gap between raw data and actionable insights. Traditional BI tools and dashboards often fall short when business users want quick, accurate answers from complex databases. This is where Adhyayan AI is making a bold impact — with advanced AI systems that can turn natural language into SQL queries, analyze documents intelligently, and bring multi-agent intelligence into real-world decision-making.

Founded with a mission to simplify data access and interpretation, Adhyayan AI is building the next generation of enterprise-grade tools that democratize complex analytics. Whether it’s querying structured databases, extracting insights from PDFs, or matching resumes to job descriptions, Adhyayan AI is at the forefront of applied generative AI in India.


Natural Language to SQL: Ask Questions, Get Answers — Instantly

At the heart of Adhyayan AI’s innovation is its Text-to-SQL engine — an advanced pipeline that allows users to ask questions in simple English and get back syntactically correct, accurate SQL queries.

Unlike one-size-fits-all models, Adhyayan AI leverages:

  • Custom-trained embeddings for each database

  • Knowledge graphs that understand table relationships

  • Multi-agent decomposition that breaks complex queries into logical sub-tasks

  • Real-time schema retrieval and debugging agents to ensure precision

For example, a user can ask, “Show me total monthly sales in Bihar for products above ₹1,000”, and the system automatically determines aggregation logic, filters, joins, and generates the correct query — with execution and table output.

This has huge applications in e-commerce, healthcare, HR analytics, financial reporting, and any field where decision-makers need fast, context-aware answers from large datasets.


Document Intelligence: Turning PDFs into Queryable Knowledge

Adhyayan AI doesn’t stop at structured databases. The company is also building a powerful Document QA system where users can upload annual reports, contracts, or policy documents in PDF format and ask questions like:

  • “What was the net revenue growth in FY23?”

  • “Highlight all clauses related to data privacy”

  • “Summarize the obligations of the vendor”

This is made possible through a hybrid RAG (retrieval-augmented generation) pipeline using FAISS embeddings, Azure OpenAI models, and optionally a Neo4j-powered knowledge graph for traceable, explainable answers.

For enterprises dealing with regulatory documents, compliance reports, or due diligence workflows, this system saves hours of manual reading and offers unmatched accuracy.


Built for Enterprise-Scale, Designed for Speed

Adhyayan AI is optimized for security, scale, and performance. The backend is powered by FastAPI, with frontend systems in Next.js + Tailwind, and real-time embedding support via FAISS, LangChain, and Azure Cognitive Services.

It’s built to integrate seamlessly into enterprise data warehouses, cloud databases, and document repositories — including Snowflake, BigQuery, and SharePoint.

The system supports user authentication, role-based query access, and a chat-like UI for natural conversation-based analytics.


Applications Across Sectors

Adhyayan AI is already being piloted across sectors:

  • Retail & e-commerce: Sales insights, inventory trends, customer segmentation

  • Finance: Investment summaries, transaction-level reports

  • Legal & compliance: Contract clause extraction, red-flag detection

  • Human Resources: Resume–JD matching, onboarding document summarization

By combining LLMs with symbolic reasoning, knowledge graphs, and metadata-aware logic, Adhyayan AI bridges the gap between humans and data like never before.


Join the Future of AI-Driven Analytics

As the world moves from dashboards to dialogue, Adhyayan AI is enabling this transition with tools that don’t just answer — they understand.

Whether you’re a business analyst, compliance officer, or startup founder, Adhyayan AI gives you the power to query data, extract insights, and make smarter decisions — without writing a single line of SQL or reading hundreds of pages.

Visit: www.adhyayan.ai
Contact: [email protected]
Follow on LinkedIn: Adhyayan AI – LinkedIn


Adhyayan AI – Turning Questions into Insights with Intelligence You Can Trust.

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